为什么本地部署DeepSeek选择7B模型

不多说,上图表:

R1模型列表

ModelBase ModelDownload
DeepSeek-R1-Distill-Qwen-1.5BQwen2.5-Math-1.5B🤗 HuggingFace
DeepSeek-R1-Distill-Qwen-7BQwen2.5-Math-7B🤗 HuggingFace
DeepSeek-R1-Distill-Llama-8BLlama-3.1-8B🤗 HuggingFace
DeepSeek-R1-Distill-Qwen-14BQwen2.5-14B🤗 HuggingFace
DeepSeek-R1-Distill-Qwen-32BQwen2.5-32B🤗 HuggingFace
DeepSeek-R1-Distill-Llama-70BLlama-3.3-70B-Instruct🤗 HuggingFace

R1模型对比

来源:DeepSeek官方数据(deepseek-ai/DeepSeek-R1

可以看到,7B模型的数据大多数超出8B,而大小还小一点,所以选择是当然的。

ModelAIME 2024 pass@1AIME 2024 cons@64MATH-500 pass@1GPQA Diamond pass@1LiveCodeBench pass@1CodeForces rating
GPT-4o-05139.313.474.649.932.9759
Claude-3.5-Sonnet-102216.026.778.365.038.9717
o1-mini63.680.090.060.053.81820
QwQ-32B-Preview44.060.090.654.541.91316
DeepSeek-R1-Distill-Qwen-1.5B28.952.783.933.816.9954
DeepSeek-R1-Distill-Qwen-7B55.583.392.849.137.61189
DeepSeek-R1-Distill-Qwen-14B69.780.093.959.153.11481
DeepSeek-R1-Distill-Qwen-32B72.683.394.362.157.21691
DeepSeek-R1-Distill-Llama-8B50.480.089.149.039.61205
DeepSeek-R1-Distill-Llama-70B70.086.794.565.257.51633
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